Extrapolating intersection points (signal processing/curve fitting)

조회 수: 4 (최근 30일)
Sordin
Sordin 2019년 5월 6일
답변: Star Strider 2019년 5월 6일
I have a data set which consists of a series of adjacent dips. Below I have plotted the data using the line style specifier '-o' which connects two adjacent points using a line. I want to determine the points where the red line (some arbitrary threshold) intersects the blue line. How can this be achived?
plot.png
In other words, I am looking for the simplest way to extrapolate my data at a certain threshold value. I believe a linear fit using polyfit can be used to find the straight line between two neighbours. But I am not sure how it can be applied to this problem.
Any suggestions would be greatly appreciated.
P. S. I am including my sample data which can be accessed through:
M = csvread('DS0006.csv');
time = M(:,1); waveform = M(:,2);
waveform = smooth(time,waveform,5,'moving'); plot(time,waveform, 'o-');

채택된 답변

Star Strider
Star Strider 2019년 5월 6일
Another approach:
M = xlsread('DS0006.csv');
time = M(:,1);
waveform = M(:,2);
threshold = 3.2;
zci = @(v) find(v(:).*circshift(v(:), [-1 0]) <= 0); % Returns Approximate Zero-Crossing Indices Of Argument Vector
thrx = zci(waveform-threshold); % Approximate Indices Of ‘threshold’ Equality
for k1 = 1:numel(thrx)
ixr = thrx(k1):thrx(k1)+1; % Index Range For Linear Interpolation
dm = [time(ixr) [1; 1]]; % Design Matrix
bv = dm \ waveform(ixr); % Parameter Vector
xi(k1) = (threshold-bv(2)) / bv(1); % Interpolate To Find ‘x’ At ‘threshold’
end
figure
plot(time, waveform, '.-')
hold on
plot(xlim, [1 1]*threshold, '-r')
plot(xi, threshold*ones(size(xi)), 'xg', 'MarkerSize',10)
hold off
xlim([0 1.5E-4])
Extrapolating intersection points (signal processing - curve fitting) - 2019 05 06.png
This produces interpolations of the x-values (the ‘xi’ vector) where your data crosses the ‘threshold’ value. It uses simple linear interpolation and is reasonably fast and efficient.

추가 답변 (1개)

John D'Errico
John D'Errico 2019년 5월 6일
편집: John D'Errico 2019년 5월 6일
Download Doug Schwarz's utility: intersections.
But this has nothing to do with extrapolation. It just requres you to find the intersections between two pairs of line connected curves.

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